Clinical prediction models for progression of chronic kidney disease to end-stage kidney failure under pre-dialysis nephrology care: results from the Chronic Kidney Disease Japan Cohort Study.

Takeshi HasegawaKentaro SakamakiFumihiko KoiwaTadao AkizawaAkira Hishidanull null

Published in: Clinical and experimental nephrology (2018)

CPMs employing readily available data could precisely predict progression to ESKF in patients with CKD stage G3a to G5. These developed CPMs may facilitate more appropriate clinical care and shared decision-making between clinicians and patients.

Keyphrases

chronic kidney disease
end stage renal disease
peritoneal dialysis
palliative care
healthcare
quality improvement
pain management
newly diagnosed
ejection fraction
electronic health record
prognostic factors
machine learning
patient reported outcomes